Univariate Long Sequence Time-Series Forecasting on ETTh2 (test)
0.093MSEInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerPrediction Length=242020.12 | 0.093 | 0.24 | |
| DeepARPrediction Length=242020.12 | 0.098 | 0.263 | |
| Informer†Prediction Length=242020.12 | 0.099 | 0.241 | |
| LogTransPrediction Length=242020.12 | 0.102 | 0.255 | |
| InformerPrediction Length=482020.12 | 0.155 | 0.314 | |
| LSTMaPrediction Length=242020.12 | 0.155 | 0.307 | |
| Informer†Prediction Length=482020.12 | 0.159 | 0.317 | |
| DeepARPrediction Length=482020.12 | 0.163 | 0.341 | |
| LogTransPrediction Length=482020.12 | 0.169 | 0.348 | |
| LSTMaPrediction Length=482020.12 | 0.19 | 0.348 | |
| ProphetPrediction Length=242020.12 | 0.199 | 0.381 | |
| InformerPrediction Length=1682020.12 | 0.232 | 0.389 | |
| Informer†Prediction Length=1682020.12 | 0.235 | 0.39 | |
| LogTransPrediction Length=1682020.12 | 0.246 | 0.422 | |
| DeepARPrediction Length=1682020.12 | 0.255 | 0.414 | |
| Informer†Prediction Length=3362020.12 | 0.258 | 0.423 | |
| InformerPrediction Length=3362020.12 | 0.263 | 0.417 | |
| ReformerPrediction Length=242020.12 | 0.263 | 0.437 | |
| LogTransPrediction Length=3362020.12 | 0.267 | 0.437 | |
| InformerPrediction Length=7202020.12 | 0.277 | 0.431 | |
| Informer†Prediction Length=7202020.12 | 0.285 | 0.442 | |
| LogTransPrediction Length=7202020.12 | 0.303 | 0.493 | |
| ProphetPrediction Length=482020.12 | 0.304 | 0.462 | |
| LSTMaPrediction Length=1682020.12 | 0.385 | 0.514 | |
| DeepARPrediction Length=7202020.12 | 0.429 | 0.58 | |
| ReformerPrediction Length=482020.12 | 0.458 | 0.545 | |
| LSTMaPrediction Length=3362020.12 | 0.558 | 0.606 | |
| DeepARPrediction Length=3362020.12 | 0.604 | 0.607 | |
| LSTMaPrediction Length=7202020.12 | 0.64 | 0.681 | |
| ReformerPrediction Length=1682020.12 | 1.029 | 0.879 | |
| ReformerPrediction Length=3362020.12 | 1.668 | 1.228 | |
| ReformerPrediction Length=7202020.12 | 2.03 | 1.721 | |
| ProphetPrediction Length=3362020.12 | 2.096 | 2.543 | |
| ProphetPrediction Length=1682020.12 | 2.145 | 1.068 | |
| ARIMAPrediction Length=3362020.12 | 2.753 | 0.738 | |
| ARIMAPrediction Length=1682020.12 | 2.8 | 0.595 | |
| ARIMAPrediction Length=7202020.12 | 2.878 | 1.044 | |
| ARIMAPrediction Length=482020.12 | 3.19 | 0.474 | |
| ProphetPrediction Length=7202020.12 | 3.355 | 4.664 | |
| ARIMAPrediction Length=242020.12 | 3.554 | 0.445 |